Physionet Data Challenge 2019

Dataset statistics

Number of variables	44
Number of observations	40336
Missing cells	509176
Missing cells (%)	28.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	13.5 MiB
Average record size in memory	352.0 B

Variable types

Numeric	40
Categorical	4

Alerts

`SBP` is highly correlated with `MAP`	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `MAP`	High correlation
`BaseExcess` is highly correlated with `HCO3` and 1 other fields	High correlation
`HCO3` is highly correlated with `BaseExcess` and 1 other fields	High correlation
`pH` is highly correlated with `BaseExcess`	High correlation
`PaCO2` is highly correlated with `HCO3`	High correlation
`AST` is highly correlated with `Bilirubin_direct`	High correlation
`BUN` is highly correlated with `Creatinine`	High correlation
`Creatinine` is highly correlated with `BUN`	High correlation
`Bilirubin_direct` is highly correlated with `AST` and 1 other fields	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `Hours`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Hours` is highly correlated with `ICULOS`	High correlation
`SBP` is highly correlated with `MAP` and 1 other fields	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `SBP` and 1 other fields	High correlation
`BaseExcess` is highly correlated with `HCO3` and 1 other fields	High correlation
`HCO3` is highly correlated with `BaseExcess` and 1 other fields	High correlation
`pH` is highly correlated with `BaseExcess`	High correlation
`PaCO2` is highly correlated with `HCO3`	High correlation
`BUN` is highly correlated with `Creatinine` and 1 other fields	High correlation
`Creatinine` is highly correlated with `BUN` and 1 other fields	High correlation
`Bilirubin_direct` is highly correlated with `Bilirubin_total`	High correlation
`Phosphate` is highly correlated with `BUN` and 1 other fields	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `Hours`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Hours` is highly correlated with `ICULOS`	High correlation
`SBP` is highly correlated with `MAP`	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `MAP`	High correlation
`BaseExcess` is highly correlated with `HCO3`	High correlation
`HCO3` is highly correlated with `BaseExcess`	High correlation
`BUN` is highly correlated with `Creatinine`	High correlation
`Creatinine` is highly correlated with `BUN`	High correlation
`Bilirubin_direct` is highly correlated with `Bilirubin_total`	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `Hours`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Hours` is highly correlated with `ICULOS`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`DBP` has 7411 (18.4%) missing values	Missing
`EtCO2` has 37120 (92.0%) missing values	Missing
`BaseExcess` has 27126 (67.3%) missing values	Missing
`HCO3` has 20119 (49.9%) missing values	Missing
`FiO2` has 22527 (55.8%) missing values	Missing
`pH` has 21401 (53.1%) missing values	Missing
`PaCO2` has 21980 (54.5%) missing values	Missing
`SaO2` has 27248 (67.6%) missing values	Missing
`AST` has 25979 (64.4%) missing values	Missing
`BUN` has 2018 (5.0%) missing values	Missing
`Alkalinephos` has 26163 (64.9%) missing values	Missing
`Calcium` has 5339 (13.2%) missing values	Missing
`Chloride` has 18925 (46.9%) missing values	Missing
`Creatinine` has 2049 (5.1%) missing values	Missing
`Bilirubin_direct` has 38279 (94.9%) missing values	Missing
`Glucose` has 1580 (3.9%) missing values	Missing
`Lactate` has 27843 (69.0%) missing values	Missing
`Magnesium` has 4931 (12.2%) missing values	Missing
`Phosphate` has 12015 (29.8%) missing values	Missing
`Potassium` has 1867 (4.6%) missing values	Missing
`Bilirubin_total` has 26088 (64.7%) missing values	Missing
`TroponinI` has 33283 (82.5%) missing values	Missing
`Hct` has 2317 (5.7%) missing values	Missing
`Hgb` has 2448 (6.1%) missing values	Missing
`PTT` has 20098 (49.8%) missing values	Missing
`WBC` has 2625 (6.5%) missing values	Missing
`Fibrinogen` has 35821 (88.8%) missing values	Missing
`Platelets` has 2577 (6.4%) missing values	Missing
`Unit1` has 15617 (38.7%) missing values	Missing
`Unit2` has 15617 (38.7%) missing values	Missing
`FiO2` is highly skewed (γ1 = 133.2689459)	Skewed
`PatientID` has unique values	Unique
`BaseExcess` has 1020 (2.5%) zeros	Zeros
`HospAdmTime` has 1313 (3.3%) zeros	Zeros
`SepsisLabel` has 37404 (92.7%) zeros	Zeros

Reproduction

Analysis started	2021-11-29 10:25:19.789930
Analysis finished	2021-11-29 10:25:37.670427
Duration	17.88 seconds
Software version	pandas-profiling v3.1.1
Download configuration	config.json

PatientID
Real number (ℝ_≥0)

UNIQUE

Distinct	40336
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59671.27286

Minimum	1
Maximum	120000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	1
5-th percentile	2017.75
Q1	10084.75
median	20475.5
Q3	109916.25
95-th percentile	117983.25
Maximum	120000
Range	119999
Interquartile range (IQR)	99831.5

Descriptive statistics

Standard deviation	50251.33712
Coefficient of variation (CV)	0.842136169
Kurtosis	-1.946653503
Mean	59671.27286
Median Absolute Deviation (MAD)	20307
Skewness	0.01560297418
Sum	2406900462
Variance	2525196883
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	< 0.1%
106559	1	< 0.1%
106552	1	< 0.1%
106553	1	< 0.1%
106554	1	< 0.1%
106555	1	< 0.1%
106556	1	< 0.1%
106557	1	< 0.1%
106558	1	< 0.1%
106560	1	< 0.1%
Other values (40326)	40326	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
120000	1	< 0.1%
119999	1	< 0.1%
119998	1	< 0.1%
119997	1	< 0.1%
119996	1	< 0.1%
119995	1	< 0.1%
119994	1	< 0.1%
119993	1	< 0.1%
119992	1	< 0.1%
119991	1	< 0.1%

HR
Real number (ℝ_≥0)

Distinct	26769
Distinct (%)	66.4%
Missing	5
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	83.8051147

Minimum	30.25806452
Maximum	174.6976744
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	30.25806452
5-th percentile	61.21040373
Q1	73.46666667
median	83.0952381
Q3	93.17416582
95-th percentile	109.0399225
Maximum	174.6976744
Range	144.4396099
Interquartile range (IQR)	19.70749916

Descriptive statistics

Standard deviation	14.63198906
Coefficient of variation (CV)	0.1745954183
Kurtosis	0.2061531987
Mean	83.8051147
Median Absolute Deviation (MAD)	9.845238095
Skewness	0.3337958374
Sum	3379944.081
Variance	214.0951038
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	41	0.1%
70	37	0.1%
68	36	0.1%
81	36	0.1%
90	35	0.1%
83	35	0.1%
77	35	0.1%
88	35	0.1%
86	34	0.1%
76	32	0.1%
Other values (26759)	39975	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30.25806452	1	< 0.1%
33.36	1	< 0.1%
35.41025641	1	< 0.1%
37.28571429	1	< 0.1%
37.96052632	1	< 0.1%
38.78378378	1	< 0.1%
38.984375	1	< 0.1%
39.61904762	1	< 0.1%
39.86764706	1	< 0.1%
40.0326087	1	< 0.1%

Value	Count	Frequency (%)
174.6976744	1	< 0.1%
158.2142857	1	< 0.1%
156.1428571	1	< 0.1%
153	1	< 0.1%
150.8888889	1	< 0.1%
150.1666667	1	< 0.1%
148.5196078	1	< 0.1%
145.8	1	< 0.1%
145.6545455	1	< 0.1%
145.2586207	1	< 0.1%

O2Sat
Real number (ℝ_≥0)

Distinct	10662
Distinct (%)	26.4%
Missing	18
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	97.15382246

Minimum	27
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	27
5-th percentile	94.14255533
Q1	96.14516129
median	97.39130435
Q3	98.5
95-th percentile	99.65482348
Maximum	100
Range	73
Interquartile range (IQR)	2.35483871

Descriptive statistics

Standard deviation	2.095485598
Coefficient of variation (CV)	0.02156874063
Kurtosis	98.08574629
Mean	97.15382246
Median Absolute Deviation (MAD)	1.168695652
Skewness	-5.421248166
Sum	3917047.814
Variance	4.391059891
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	349	0.9%
97	263	0.7%
98	242	0.6%
97.5	205	0.5%
99	204	0.5%
98.5	198	0.5%
96	190	0.5%
96.5	165	0.4%
99.5	128	0.3%
95	113	0.3%
Other values (10652)	38261	94.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27	1	< 0.1%
34.25	1	< 0.1%
49	1	< 0.1%
55.5	1	< 0.1%
56.30263158	1	< 0.1%
57.5	1	< 0.1%
61.95454545	1	< 0.1%
65.5	1	< 0.1%
65.8	1	< 0.1%
66.25	1	< 0.1%

Value	Count	Frequency (%)
100	349	0.9%
99.99074074	1	< 0.1%
99.9893617	1	< 0.1%
99.98888889	1	< 0.1%
99.98684211	1	< 0.1%
99.98611111	2	< 0.1%
99.98571429	1	< 0.1%
99.98529412	1	< 0.1%
99.984375	1	< 0.1%
99.98387097	2	< 0.1%

Temp
Real number (ℝ_≥0)

Distinct	14175
Distinct (%)	35.4%
Missing	284
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%
Mean	36.84286622

Minimum	30.5
Maximum	39.7375
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	30.5
5-th percentile	36.02833333
Q1	36.5
median	36.81240385
Q3	37.18272727
95-th percentile	37.75285714
Maximum	39.7375
Range	9.2375
Interquartile range (IQR)	0.6827272727

Descriptive statistics

Standard deviation	0.5481941617
Coefficient of variation (CV)	0.01487924849
Kurtosis	3.03984375
Mean	36.84286622
Median Absolute Deviation (MAD)	0.3424038462
Skewness	-0.1382893026
Sum	1475630.478
Variance	0.3005168389
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36.5	297	0.7%
36.6	252	0.6%
36.4	200	0.5%
36.9	177	0.4%
37	177	0.4%
36.7	173	0.4%
36.8	165	0.4%
36.75	146	0.4%
36.3	140	0.3%
36	135	0.3%
Other values (14165)	38190	94.7%
(Missing)	284	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30.5	1	< 0.1%
31.44444444	1	< 0.1%
32.30714286	1	< 0.1%
32.35	1	< 0.1%
32.44285714	1	< 0.1%
32.45636364	1	< 0.1%
32.52	1	< 0.1%
32.75	1	< 0.1%
32.8	1	< 0.1%
32.93235294	1	< 0.1%

Value	Count	Frequency (%)
39.7375	1	< 0.1%
39.71451613	1	< 0.1%
39.675	1	< 0.1%
39.61	1	< 0.1%
39.50714286	1	< 0.1%
39.385	1	< 0.1%
39.36666667	1	< 0.1%
39.358	1	< 0.1%
39.3475	1	< 0.1%
39.22291667	1	< 0.1%

SBP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	27948
Distinct (%)	69.8%
Missing	282
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%
Mean	123.3214349

Minimum	35
Maximum	214.8181818
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	35
5-th percentile	97.96666667
Q1	110.375
median	121.3007353
Q3	134.6421429
95-th percentile	155.5475419
Maximum	214.8181818
Range	179.8181818
Interquartile range (IQR)	24.26714286

Descriptive statistics

Standard deviation	17.83022648
Coefficient of variation (CV)	0.1445833524
Kurtosis	0.2270386824
Mean	123.3214349
Median Absolute Deviation (MAD)	11.94352159
Skewness	0.4720636653
Sum	4939516.753
Variance	317.9169762
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
125	34	0.1%
116	33	0.1%
128	33	0.1%
109.5	29	0.1%
117	28	0.1%
121	28	0.1%
113	28	0.1%
127	28	0.1%
114	27	0.1%
110	27	0.1%
Other values (27938)	39759	98.6%
(Missing)	282	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
35	1	< 0.1%
48.51724138	1	< 0.1%
52.275	1	< 0.1%
54.54166667	1	< 0.1%
56.29807692	1	< 0.1%
57.3125	1	< 0.1%
57.39285714	1	< 0.1%
57.575	1	< 0.1%
58.16666667	1	< 0.1%
58.725	1	< 0.1%

Value	Count	Frequency (%)
214.8181818	1	< 0.1%
207.0555556	1	< 0.1%
203.775	1	< 0.1%
200.7830189	1	< 0.1%
200.1555556	1	< 0.1%
197.7916667	1	< 0.1%
197.2	1	< 0.1%
197.1428571	1	< 0.1%
196.8043478	1	< 0.1%
194.6666667	1	< 0.1%

MAP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	29015
Distinct (%)	72.1%
Missing	104
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	82.56308065

Minimum	22
Maximum	149
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	22
5-th percentile	65.28125
Q1	73.58333333
median	80.81818182
Q3	90
95-th percentile	105.817791
Maximum	149
Range	127
Interquartile range (IQR)	16.41666667

Descriptive statistics

Standard deviation	12.57989961
Coefficient of variation (CV)	0.1523671296
Kurtosis	0.6877957276
Mean	82.56308065
Median Absolute Deviation (MAD)	8.043806818
Skewness	0.6909986699
Sum	3321677.861
Variance	158.2538742
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
85	42	0.1%
80	41	0.1%
79.5	38	0.1%
79	38	0.1%
82	36	0.1%
76	35	0.1%
81	34	0.1%
92	32	0.1%
87	32	0.1%
78	31	0.1%
Other values (29005)	39873	98.9%
(Missing)	104	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22	1	< 0.1%
32.42518519	1	< 0.1%
34.29166667	1	< 0.1%
36.1915	1	< 0.1%
38.46875	1	< 0.1%
40.63419355	1	< 0.1%
41	1	< 0.1%
41.8	1	< 0.1%
41.917	1	< 0.1%
43.042	1	< 0.1%

Value	Count	Frequency (%)
149	1	< 0.1%
143.2285714	1	< 0.1%
141.5416667	1	< 0.1%
141.0645161	1	< 0.1%
140.7241379	1	< 0.1%
140.4056604	1	< 0.1%
140.0657895	1	< 0.1%
140	1	< 0.1%
139.9375	1	< 0.1%
138.9907407	1	< 0.1%

DBP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	20708
Distinct (%)	62.9%
Missing	7411
Missing (%)	18.4%
Infinite	0
Infinite (%)	0.0%
Mean	64.09587619

Minimum	24
Maximum	135.7222222
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	24
5-th percentile	48.25
Q1	56.43396226
median	62.91666667
Q3	70.65909091
95-th percentile	83.72857143
Maximum	135.7222222
Range	111.7222222
Interquartile range (IQR)	14.22512864

Descriptive statistics

Standard deviation	10.93405346
Coefficient of variation (CV)	0.1705890317
Kurtosis	0.6409361117
Mean	64.09587619
Median Absolute Deviation (MAD)	6.995614035
Skewness	0.5638127481
Sum	2110356.723
Variance	119.553525
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
61	50	0.1%
69	45	0.1%
62	45	0.1%
60	44	0.1%
67	42	0.1%
55	42	0.1%
67.5	41	0.1%
70	41	0.1%
65	40	0.1%
59	40	0.1%
Other values (20698)	32495	80.6%
(Missing)	7411	18.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24	1	< 0.1%
27.33333333	1	< 0.1%
27.525	1	< 0.1%
28.58333333	2	< 0.1%
29	3	< 0.1%
29.09574468	1	< 0.1%
29.575	1	< 0.1%
30.41428571	1	< 0.1%
30.76470588	1	< 0.1%
31.02222222	1	< 0.1%

Value	Count	Frequency (%)
135.7222222	1	< 0.1%
134	1	< 0.1%
116.5454545	1	< 0.1%
116.1891892	1	< 0.1%
116.0135135	1	< 0.1%
115.8333333	1	< 0.1%
115.1363636	1	< 0.1%
114.875	1	< 0.1%
113.2857143	1	< 0.1%
112.2692308	1	< 0.1%

Resp
Real number (ℝ_≥0)

Distinct	15947
Distinct (%)	39.6%
Missing	71
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	18.53796649

Minimum	1
Maximum	56.25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	1
5-th percentile	13.85263952
Q1	16.38095238
median	18.14285714
Q3	20.27941176
95-th percentile	24.54324786
Maximum	56.25
Range	55.25
Interquartile range (IQR)	3.898459384

Descriptive statistics

Standard deviation	3.40576537
Coefficient of variation (CV)	0.1837183906
Kurtosis	3.563885383
Mean	18.53796649
Median Absolute Deviation (MAD)	1.928571429
Skewness	0.8367202864
Sum	746431.2208
Variance	11.59923775
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	360	0.9%
16	211	0.5%
17	200	0.5%
17.5	167	0.4%
19	136	0.3%
18.5	125	0.3%
16.5	123	0.3%
20	108	0.3%
17.33333333	92	0.2%
15	92	0.2%
Other values (15937)	38651	95.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	4	< 0.1%
1.333333333	2	< 0.1%
1.5	2	< 0.1%
1.583333333	1	< 0.1%
1.636363636	1	< 0.1%
1.642857143	1	< 0.1%
1.764705882	1	< 0.1%
1.833333333	1	< 0.1%
1.842105263	1	< 0.1%
1.9	1	< 0.1%

Value	Count	Frequency (%)
56.25	1	< 0.1%
56	1	< 0.1%
50.04166667	1	< 0.1%
44.28571429	1	< 0.1%
41.66666667	1	< 0.1%
40.22222222	1	< 0.1%
40.21428571	1	< 0.1%
39.5	2	< 0.1%
38.91666667	1	< 0.1%
38.15384615	1	< 0.1%

EtCO2
Real number (ℝ_≥0)

MISSING

Distinct	1928
Distinct (%)	60.0%
Missing	37120
Missing (%)	92.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.09096109

Minimum	10
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	10
5-th percentile	17.8875
Q1	28.34903846
median	33.05
Q3	37.25
95-th percentile	43.25347222
Maximum	100
Range	90
Interquartile range (IQR)	8.900961538

Descriptive statistics

Standard deviation	10.19338005
Coefficient of variation (CV)	0.3080412207
Kurtosis	16.96107567
Mean	33.09096109
Median Absolute Deviation (MAD)	4.45
Skewness	2.739708572
Sum	106420.5309
Variance	103.9049968
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	28	0.1%
34	26	0.1%
40	23	0.1%
33	22	0.1%
36	21	0.1%
39	20	< 0.1%
32	19	< 0.1%
28	19	< 0.1%
37	19	< 0.1%
34.5	18	< 0.1%
Other values (1918)	3001	7.4%
(Missing)	37120	92.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	4	< 0.1%
10.125	1	< 0.1%
10.5	5	< 0.1%
10.83333333	1	< 0.1%
11	6	< 0.1%
11.15	1	< 0.1%
11.25	1	< 0.1%
11.5	1	< 0.1%
11.75	1	< 0.1%
11.84615385	1	< 0.1%

Value	Count	Frequency (%)
100	7	< 0.1%
99	4	< 0.1%
98.5	1	< 0.1%
98	6	< 0.1%
97.5	1	< 0.1%
97.25	1	< 0.1%
97	7	< 0.1%
96	2	< 0.1%
95	1	< 0.1%
94	2	< 0.1%

BaseExcess
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	2037
Distinct (%)	15.4%
Missing	27126
Missing (%)	67.3%
Infinite	0
Infinite (%)	0.0%
Mean	-0.4712249706

Minimum	-25
Maximum	25
Zeros	1020
Zeros (%)	2.5%
Negative	7070
Negative (%)	17.5%
Memory size	315.2 KiB

Quantile statistics

Minimum	-25
5-th percentile	-6.423214286
Q1	-2.205882353
median	-0.3333333333
Q3	1.097727273
95-th percentile	5.666666667
Maximum	25
Range	50
Interquartile range (IQR)	3.303609626

Descriptive statistics

Standard deviation	3.850798288
Coefficient of variation (CV)	-8.171889285
Kurtosis	4.752679783
Mean	-0.4712249706
Median Absolute Deviation (MAD)	1.666666667
Skewness	-0.07405872077
Sum	-6224.881862
Variance	14.82864746
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1020	2.5%
-1	489	1.2%
1	465	1.2%
-2	371	0.9%
2	325	0.8%
3	252	0.6%
-3	241	0.6%
-0.5	220	0.5%
0.5	215	0.5%
4	175	0.4%
Other values (2027)	9437	23.4%
(Missing)	27126	67.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-25	1	< 0.1%
-24.5	1	< 0.1%
-24	2	< 0.1%
-22.66666667	1	< 0.1%
-22.36666667	1	< 0.1%
-22.25	1	< 0.1%
-21.75	1	< 0.1%
-21.6	1	< 0.1%
-21.07142857	1	< 0.1%
-20.5	2	< 0.1%

Value	Count	Frequency (%)
25	1	< 0.1%
24	1	< 0.1%
21	2	< 0.1%
20.71428571	1	< 0.1%
20	1	< 0.1%
19.33333333	1	< 0.1%
19	3	< 0.1%
18.81818182	1	< 0.1%
18.8	1	< 0.1%
18	3	< 0.1%

HCO3
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	1003
Distinct (%)	5.0%
Missing	20119
Missing (%)	49.9%
Infinite	0
Infinite (%)	0.0%
Mean	24.38459267

Minimum	5
Maximum	54.33333333
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	5
5-th percentile	18
Q1	22.2
median	24.33333333
Q3	26.5
95-th percentile	30.5
Maximum	54.33333333
Range	49.33333333
Interquartile range (IQR)	4.3

Descriptive statistics

Standard deviation	3.887861096
Coefficient of variation (CV)	0.1594392471
Kurtosis	3.098860851
Mean	24.38459267
Median Absolute Deviation (MAD)	2.166666667
Skewness	0.4054029494
Sum	492983.31
Variance	15.1154639
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25	1369	3.4%
24	1342	3.3%
26	1165	2.9%
23	1155	2.9%
22	895	2.2%
27	873	2.2%
28	577	1.4%
21	566	1.4%
24.5	536	1.3%
23.5	466	1.2%
Other values (993)	11273	27.9%
(Missing)	20119	49.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	1	< 0.1%
6	1	< 0.1%
6.5	2	< 0.1%
7	1	< 0.1%
7.2	1	< 0.1%
7.428571429	1	< 0.1%
7.7	1	< 0.1%
8	5	< 0.1%
8.363636364	1	< 0.1%
8.5	1	< 0.1%

Value	Count	Frequency (%)
54.33333333	1	< 0.1%
51	1	< 0.1%
50	1	< 0.1%
48	1	< 0.1%
47.66666667	2	< 0.1%
46.5	1	< 0.1%
46.33333333	1	< 0.1%
46	2	< 0.1%
45.5	1	< 0.1%
45.25	1	< 0.1%

FiO2
Real number (ℝ)

MISSING
SKEWED

Distinct	2106
Distinct (%)	11.8%
Missing	22527
Missing (%)	55.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.5773836793

Minimum	-16
Maximum	1000.3
Zeros	2
Zeros (%)	< 0.1%
Negative	2
Negative (%)	< 0.1%
Memory size	315.2 KiB

Quantile statistics

Minimum	-16
5-th percentile	0.28
Q1	0.4083333333
median	0.5
Q3	0.6
95-th percentile	0.875
Maximum	1000.3
Range	1016.3
Interquartile range (IQR)	0.1916666667

Descriptive statistics

Standard deviation	7.495152934
Coefficient of variation (CV)	12.98123449
Kurtosis	17776.81658
Mean	0.5773836793
Median Absolute Deviation (MAD)	0.1
Skewness	133.2689459
Sum	10282.62594
Variance	56.1773175
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	1650	4.1%
0.4	1636	4.1%
1	638	1.6%
0.21	592	1.5%
0.6	541	1.3%
0.45	436	1.1%
0.7	348	0.9%
0.55	276	0.7%
0.4	243	0.6%
0.35	239	0.6%
Other values (2096)	11210	27.8%
(Missing)	22527	55.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-16	1	< 0.1%
-5.6375	1	< 0.1%
0	2	< 0.1%
0.02	2	< 0.1%
0.03	4	< 0.1%
0.04	5	< 0.1%
0.05	4	< 0.1%
0.06	4	< 0.1%
0.08	1	< 0.1%
0.11	1	< 0.1%

Value	Count	Frequency (%)
1000.3	1	< 0.1%
10	1	< 0.1%
2	4	< 0.1%
1.6	1	< 0.1%
1.5	2	< 0.1%
1.266666667	1	< 0.1%
1.214285714	1	< 0.1%
1.2	1	< 0.1%
1.166666667	2	< 0.1%
1	638	1.6%

pH
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2349
Distinct (%)	12.4%
Missing	21401
Missing (%)	53.1%
Infinite	0
Infinite (%)	0.0%
Mean	7.382064509

Minimum	6.63
Maximum	7.73
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	6.63
5-th percentile	7.283333333
Q1	7.35
median	7.384285714
Q3	7.42
95-th percentile	7.475
Maximum	7.73
Range	1.1
Interquartile range (IQR)	0.07

Descriptive statistics

Standard deviation	0.06205049667
Coefficient of variation (CV)	0.00840557497
Kurtosis	6.819001289
Mean	7.382064509
Median Absolute Deviation (MAD)	0.03428571429
Skewness	-1.089269525
Sum	139779.3915
Variance	0.003850264137
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.38	585	1.5%
7.4	534	1.3%
7.37	527	1.3%
7.42	453	1.1%
7.41	426	1.1%
7.43	389	1.0%
7.36	361	0.9%
7.35	357	0.9%
7.39	351	0.9%
7.34	335	0.8%
Other values (2339)	14617	36.2%
(Missing)	21401	53.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.63	1	< 0.1%
6.65	1	< 0.1%
6.78	1	< 0.1%
6.81	1	< 0.1%
6.87	1	< 0.1%
6.9	1	< 0.1%
6.94	1	< 0.1%
6.94	1	< 0.1%
6.95	1	< 0.1%
6.96	1	< 0.1%

Value	Count	Frequency (%)
7.73	1	< 0.1%
7.695	1	< 0.1%
7.66	1	< 0.1%
7.63	1	< 0.1%
7.615	1	< 0.1%
7.61	1	< 0.1%
7.6	4	< 0.1%
7.59	4	< 0.1%
7.585	3	< 0.1%
7.583333333	1	< 0.1%

PaCO2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2696
Distinct (%)	14.7%
Missing	21980
Missing (%)	54.5%
Infinite	0
Infinite (%)	0.0%
Mean	40.89645752

Minimum	10
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	10
5-th percentile	30
Q1	36.25
median	40
Q3	44
95-th percentile	54.5
Maximum	100
Range	90
Interquartile range (IQR)	7.75

Descriptive statistics

Standard deviation	8.306837654
Coefficient of variation (CV)	0.2031187579
Kurtosis	6.927952056
Mean	40.89645752
Median Absolute Deviation (MAD)	4
Skewness	1.761578454
Sum	750695.3742
Variance	69.00355181
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
38	456	1.1%
40	453	1.1%
41	417	1.0%
37	403	1.0%
39	402	1.0%
42	395	1.0%
43	365	0.9%
44	357	0.9%
36	357	0.9%
35	333	0.8%
Other values (2686)	14418	35.7%
(Missing)	21980	54.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	1	< 0.1%
12	1	< 0.1%
15	3	< 0.1%
15.3	1	< 0.1%
15.5	2	< 0.1%
16	4	< 0.1%
16.7	1	< 0.1%
17	4	< 0.1%
18	4	< 0.1%
18.75	1	< 0.1%

Value	Count	Frequency (%)
100	1	< 0.1%
98	1	< 0.1%
96.75	1	< 0.1%
95.75	1	< 0.1%
95.33333333	1	< 0.1%
95	1	< 0.1%
94.66666667	1	< 0.1%
94	1	< 0.1%
93.5	1	< 0.1%
93.4	1	< 0.1%

SaO2
Real number (ℝ_≥0)

MISSING

Distinct	2279
Distinct (%)	17.4%
Missing	27248
Missing (%)	67.6%
Infinite	0
Infinite (%)	0.0%
Mean	93.6712575

Minimum	29.5
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	29.5
5-th percentile	76.10875
Q1	93
median	96.7
Q3	98
95-th percentile	99.1
Maximum	100
Range	70.5
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	7.753211401
Coefficient of variation (CV)	0.08277044216
Kurtosis	8.309011815
Mean	93.6712575
Median Absolute Deviation (MAD)	1.7
Skewness	-2.650466565
Sum	1225969.418
Variance	60.11228703
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
98	1077	2.7%
97	631	1.6%
99	403	1.0%
96	348	0.9%
97.5	279	0.7%
98.5	233	0.6%
95	184	0.5%
96.5	165	0.4%
94	129	0.3%
95.5	102	0.3%
Other values (2269)	9537	23.6%
(Missing)	27248	67.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
29.5	1	< 0.1%
30	1	< 0.1%
31.5	1	< 0.1%
32.25	1	< 0.1%
40	1	< 0.1%
41.25	1	< 0.1%
41.33333333	1	< 0.1%
41.5	1	< 0.1%
42	1	< 0.1%
43	1	< 0.1%

Value	Count	Frequency (%)
100	19	< 0.1%
99.9	30	0.1%
99.85	1	< 0.1%
99.83846154	1	< 0.1%
99.83333333	3	< 0.1%
99.8	2	< 0.1%
99.8	34	0.1%
99.775	1	< 0.1%
99.75	3	< 0.1%
99.73888889	1	< 0.1%

AST
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	1928
Distinct (%)	13.4%
Missing	25979
Missing (%)	64.4%
Infinite	0
Infinite (%)	0.0%
Mean	136.7053508

Minimum	3
Maximum	9264
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	3
5-th percentile	13
Q1	20
median	33
Q3	68
95-th percentile	442
Maximum	9264
Range	9261
Interquartile range (IQR)	48

Descriptive statistics

Standard deviation	507.0128246
Coefficient of variation (CV)	3.708800144
Kurtosis	103.5586421
Mean	136.7053508
Median Absolute Deviation (MAD)	16
Skewness	9.20935875
Sum	1962678.721
Variance	257062.0044
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19	388	1.0%
18	388	1.0%
17	373	0.9%
21	348	0.9%
20	347	0.9%
16	344	0.9%
24	333	0.8%
22	332	0.8%
15	317	0.8%
23	292	0.7%
Other values (1918)	10895	27.0%
(Missing)	25979	64.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	2	< 0.1%
4	1	< 0.1%
5	3	< 0.1%
5.5	1	< 0.1%
6	10	< 0.1%
6.5	2	< 0.1%
7	12	< 0.1%
8	25	0.1%
8.25	2	< 0.1%
8.4	1	< 0.1%

Value	Count	Frequency (%)
9264	1	< 0.1%
9210	1	< 0.1%
8591	1	< 0.1%
7906	1	< 0.1%
7868.8	1	< 0.1%
7697.333333	1	< 0.1%
7438.5	1	< 0.1%
7393	1	< 0.1%
7279.4	1	< 0.1%
7174	1	< 0.1%

BUN
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	1888
Distinct (%)	4.9%
Missing	2018
Missing (%)	5.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.02497686

Minimum	1
Maximum	227.3333333
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	1
5-th percentile	6.5
Q1	11.5
median	16.5
Q3	25.5
95-th percentile	58.33333333
Maximum	227.3333333
Range	226.3333333
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	17.8934241
Coefficient of variation (CV)	0.8124151145
Kurtosis	10.25054004
Mean	22.02497686
Median Absolute Deviation (MAD)	6
Skewness	2.688473175
Sum	843953.0634
Variance	320.174626
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	1219	3.0%
12	1192	3.0%
14	1159	2.9%
11	1154	2.9%
10	1087	2.7%
15	1027	2.5%
16	970	2.4%
9	926	2.3%
17	913	2.3%
18	805	2.0%
Other values (1878)	27866	69.1%
(Missing)	2018	5.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	6	< 0.1%
1.25	1	< 0.1%
1.285714286	1	< 0.1%
1.5	6	< 0.1%
1.538461538	1	< 0.1%
1.583333333	2	< 0.1%
1.666666667	7	< 0.1%
1.75	1	< 0.1%
1.857142857	1	< 0.1%
2	24	0.1%

Value	Count	Frequency (%)
227.3333333	1	< 0.1%
192.8333333	1	< 0.1%
187.5	1	< 0.1%
181.6	1	< 0.1%
179.5	1	< 0.1%
178.5	1	< 0.1%
178	1	< 0.1%
177	1	< 0.1%
172	1	< 0.1%
170.5	1	< 0.1%

Alkalinephos
Real number (ℝ_≥0)

MISSING

Distinct	1548
Distinct (%)	10.9%
Missing	26163
Missing (%)	64.9%
Infinite	0
Infinite (%)	0.0%
Mean	96.84900819

Minimum	7
Maximum	3726
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	7
5-th percentile	36
Q1	54
median	72
Q3	103
95-th percentile	232.7
Maximum	3726
Range	3719
Interquartile range (IQR)	49

Descriptive statistics

Standard deviation	104.4976694
Coefficient of variation (CV)	1.078975111
Kurtosis	188.7363844
Mean	96.84900819
Median Absolute Deviation (MAD)	22
Skewness	9.637277759
Sum	1372640.993
Variance	10919.76291
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
55	182	0.5%
53	178	0.4%
52	175	0.4%
69	173	0.4%
59	173	0.4%
49	169	0.4%
58	168	0.4%
63	167	0.4%
61	166	0.4%
54	166	0.4%
Other values (1538)	12456	30.9%
(Missing)	26163	64.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	1	< 0.1%
11	2	< 0.1%
12	1	< 0.1%
13	1	< 0.1%
14	1	< 0.1%
15	2	< 0.1%
16	2	< 0.1%
17	1	< 0.1%
18	5	< 0.1%
18.33333333	1	< 0.1%

Value	Count	Frequency (%)
3726	1	< 0.1%
2528	1	< 0.1%
2182.666667	1	< 0.1%
2145.5	1	< 0.1%
2020	1	< 0.1%
1669	1	< 0.1%
1650	2	< 0.1%
1529	1	< 0.1%
1477.666667	1	< 0.1%
1437	1	< 0.1%

Calcium
Real number (ℝ_≥0)

MISSING

Distinct	4144
Distinct (%)	11.8%
Missing	5339
Missing (%)	13.2%
Infinite	0
Infinite (%)	0.0%
Mean	8.029117876

Minimum	1.063333333
Maximum	27.45
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	1.063333333
5-th percentile	4.775
Q1	7.75
median	8.3
Q3	8.75
95-th percentile	9.4
Maximum	27.45
Range	26.38666667
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.404968293
Coefficient of variation (CV)	0.1749841408
Kurtosis	7.992568455
Mean	8.029117876
Median Absolute Deviation (MAD)	0.5
Skewness	-0.9587080382
Sum	280995.0383
Variance	1.973935904
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.5	1303	3.2%
8.3	1152	2.9%
8.6	1139	2.8%
8.4	1108	2.7%
8.2	1046	2.6%
8.1	991	2.5%
8.7	968	2.4%
8.8	964	2.4%
8	926	2.3%
9	813	2.0%
Other values (4134)	24587	61.0%
(Missing)	5339	13.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.063333333	1	< 0.1%
1.07	1	< 0.1%
1.08	3	< 0.1%
1.085	1	< 0.1%
1.09	1	< 0.1%
1.1	2	< 0.1%
1.11	1	< 0.1%
1.12	1	< 0.1%
1.125	1	< 0.1%
1.13	3	< 0.1%

Value	Count	Frequency (%)
27.45	1	< 0.1%
25.2	1	< 0.1%
23.7	1	< 0.1%
19.1	1	< 0.1%
18.8	2	< 0.1%
18.6	3	< 0.1%
18.3	1	< 0.1%
18.2	3	< 0.1%
18.1	1	< 0.1%
18	2	< 0.1%

Chloride
Real number (ℝ_≥0)

MISSING

Distinct	1022
Distinct (%)	4.8%
Missing	18925
Missing (%)	46.9%
Infinite	0
Infinite (%)	0.0%
Mean	105.5508098

Minimum	67.5
Maximum	138.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	67.5
5-th percentile	97
Q1	102.6666667
median	106
Q3	108.6666667
95-th percentile	113.25
Maximum	138.6
Range	71.1
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.117964961
Coefficient of variation (CV)	0.04848816386
Kurtosis	1.91195008
Mean	105.5508098
Median Absolute Deviation (MAD)	3
Skewness	-0.3040993965
Sum	2259948.388
Variance	26.19356534
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
107	1013	2.5%
106	1007	2.5%
105	978	2.4%
108	879	2.2%
103	827	2.1%
104	795	2.0%
109	727	1.8%
102	604	1.5%
110	574	1.4%
101	522	1.3%
Other values (1012)	13485	33.4%
(Missing)	18925	46.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
67.5	1	< 0.1%
73	1	< 0.1%
74	2	< 0.1%
75.55555556	1	< 0.1%
78.28571429	1	< 0.1%
79.66666667	1	< 0.1%
80.33333333	1	< 0.1%
81	3	< 0.1%
81.33333333	1	< 0.1%
82	2	< 0.1%

Value	Count	Frequency (%)
138.6	1	< 0.1%
135.125	1	< 0.1%
133.75	1	< 0.1%
133	1	< 0.1%
132.8333333	1	< 0.1%
132	1	< 0.1%
131	2	< 0.1%
129.8947368	1	< 0.1%
129	1	< 0.1%
128.5	2	< 0.1%

Creatinine
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	4367
Distinct (%)	11.4%
Missing	2049
Missing (%)	5.1%
Infinite	0
Infinite (%)	0.0%
Mean	1.432323794

Minimum	0.1
Maximum	27.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.5
Q1	0.7
median	0.9
Q3	1.3
95-th percentile	4.72675
Maximum	27.4
Range	27.3
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	1.774699753
Coefficient of variation (CV)	1.239035307
Kurtosis	30.01223009
Mean	1.432323794
Median Absolute Deviation (MAD)	0.25
Skewness	4.707721647
Sum	54839.38111
Variance	3.149559212
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7	1444	3.6%
0.8	1424	3.5%
0.9	1318	3.3%
0.6	1235	3.1%
1	987	2.4%
0.5	777	1.9%
0.75	713	1.8%
1.1	594	1.5%
0.85	454	1.1%
0.65	436	1.1%
Other values (4357)	28905	71.7%
(Missing)	2049	5.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	3	< 0.1%
0.1	1	< 0.1%
0.1333333333	3	< 0.1%
0.15	3	< 0.1%
0.1666666667	1	< 0.1%
0.2	3	< 0.1%
0.2	11	< 0.1%
0.2	4	< 0.1%
0.22	2	< 0.1%
0.2333333333	2	< 0.1%

Value	Count	Frequency (%)
27.4	1	< 0.1%
25.33	1	< 0.1%
25	1	< 0.1%
24.57	1	< 0.1%
23.83	1	< 0.1%
23.825	1	< 0.1%
23.495	1	< 0.1%
23.485	1	< 0.1%
23.435	1	< 0.1%
21.31	1	< 0.1%

Bilirubin_direct
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	355
Distinct (%)	17.3%
Missing	38279
Missing (%)	94.9%
Infinite	0
Infinite (%)	0.0%
Mean	1.266791265

Minimum	0.01
Maximum	37.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.1
Q1	0.1
median	0.3
Q3	1
95-th percentile	5.567333333
Maximum	37.5
Range	37.49
Interquartile range (IQR)	0.9

Descriptive statistics

Standard deviation	3.036609718
Coefficient of variation (CV)	2.397087666
Kurtosis	38.39248992
Mean	1.266791265
Median Absolute Deviation (MAD)	0.2
Skewness	5.445914537
Sum	2605.789633
Variance	9.220998579
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1	468	1.2%
0.2	314	0.8%
0.3	147	0.4%
0.4	118	0.3%
0.5	58	0.1%
0.6	51	0.1%
0.7	30	0.1%
0.8	29	0.1%
1	29	0.1%
1.1	24	0.1%
Other values (345)	789	2.0%
(Missing)	38279	94.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	5	< 0.1%
0.02	4	< 0.1%
0.03	5	< 0.1%
0.04	4	< 0.1%
0.05	1	< 0.1%
0.05	4	< 0.1%
0.06	6	< 0.1%
0.06	1	< 0.1%
0.07	7	< 0.1%
0.08	4	< 0.1%

Value	Count	Frequency (%)
37.5	1	< 0.1%
35	1	< 0.1%
30	1	< 0.1%
25.95	1	< 0.1%
24.035	1	< 0.1%
22.2	1	< 0.1%
21.335	1	< 0.1%
21.2	2	< 0.1%
21	1	< 0.1%
20.57	1	< 0.1%

Glucose
Real number (ℝ_≥0)

MISSING

Distinct	9704
Distinct (%)	25.0%
Missing	1580
Missing (%)	3.9%
Infinite	0
Infinite (%)	0.0%
Mean	131.8109752

Minimum	19
Maximum	693.1333333
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	19
5-th percentile	88.33333333
Q1	108.0977273
median	124.5857843
Q3	145.2076923
95-th percentile	202
Maximum	693.1333333
Range	674.1333333
Interquartile range (IQR)	37.10996503

Descriptive statistics

Standard deviation	37.82836884
Coefficient of variation (CV)	0.2869895226
Kurtosis	11.43664484
Mean	131.8109752
Median Absolute Deviation (MAD)	18.08578431
Skewness	2.238849778
Sum	5108466.154
Variance	1430.985489
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
105	205	0.5%
120	199	0.5%
114	195	0.5%
110	194	0.5%
112	193	0.5%
118	193	0.5%
116	192	0.5%
99	191	0.5%
121	191	0.5%
104	185	0.5%
Other values (9694)	36818	91.3%
(Missing)	1580	3.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19	1	< 0.1%
31	1	< 0.1%
38	2	< 0.1%
40	1	< 0.1%
41	1	< 0.1%
42	2	< 0.1%
44	1	< 0.1%
46	1	< 0.1%
47	2	< 0.1%
48	1	< 0.1%

Value	Count	Frequency (%)
693.1333333	1	< 0.1%
671.5	1	< 0.1%
666	1	< 0.1%
563	1	< 0.1%
521.3333333	1	< 0.1%
509.25	1	< 0.1%
501	1	< 0.1%
499.3333333	1	< 0.1%
472	1	< 0.1%
463	1	< 0.1%

Lactate
Real number (ℝ_≥0)

MISSING

Distinct	3010
Distinct (%)	24.1%
Missing	27843
Missing (%)	69.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.16209565

Minimum	0.3
Maximum	26.95
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0.3
5-th percentile	0.81
Q1	1.22
median	1.7
Q3	2.46
95-th percentile	4.975
Maximum	26.95
Range	26.65
Interquartile range (IQR)	1.24

Descriptive statistics

Standard deviation	1.750552825
Coefficient of variation (CV)	0.8096555883
Kurtosis	29.28618558
Mean	2.16209565
Median Absolute Deviation (MAD)	0.55
Skewness	4.330777557
Sum	27011.06095
Variance	3.064435194
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	324	0.8%
1.2	324	0.8%
1.3	312	0.8%
1.4	285	0.7%
0.9	273	0.7%
1.1	272	0.7%
1.5	256	0.6%
1.6	233	0.6%
1.7	202	0.5%
0.8	201	0.5%
Other values (3000)	9811	24.3%
(Missing)	27843	69.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3	2	< 0.1%
0.325	1	< 0.1%
0.37	1	< 0.1%
0.4	4	< 0.1%
0.5	23	0.1%
0.54	1	< 0.1%
0.55	8	< 0.1%
0.56	2	< 0.1%
0.5666666667	2	< 0.1%
0.57	4	< 0.1%

Value	Count	Frequency (%)
26.95	1	< 0.1%
25.05	1	< 0.1%
21.78888889	1	< 0.1%
21.04363636	1	< 0.1%
19.425	1	< 0.1%
19.12	1	< 0.1%
19	1	< 0.1%
18.7	2	< 0.1%
18.625	1	< 0.1%
17.8	1	< 0.1%

Magnesium
Real number (ℝ_≥0)

MISSING

Distinct	890
Distinct (%)	2.5%
Missing	4931
Missing (%)	12.2%
Infinite	0
Infinite (%)	0.0%
Mean	2.021546429

Minimum	0.5
Maximum	8.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0.5
5-th percentile	1.6
Q1	1.833333333
median	2
Q3	2.166666667
95-th percentile	2.516666667
Maximum	8.2
Range	7.7
Interquartile range (IQR)	0.3333333333

Descriptive statistics

Standard deviation	0.3180493465
Coefficient of variation (CV)	0.1573297264
Kurtosis	22.13330849
Mean	2.021546429
Median Absolute Deviation (MAD)	0.1666666667
Skewness	2.187066243
Sum	71572.85132
Variance	0.1011553868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	3210	8.0%
1.9	2659	6.6%
2.1	2508	6.2%
1.8	2207	5.5%
2.2	1645	4.1%
1.7	1494	3.7%
2.3	1100	2.7%
2.05	1004	2.5%
1.85	905	2.2%
1.6	893	2.2%
Other values (880)	17780	44.1%
(Missing)	4931	12.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5	1	< 0.1%
0.65	1	< 0.1%
0.8	1	< 0.1%
0.9	4	< 0.1%
1	13	< 0.1%
1.05	3	< 0.1%
1.066666667	1	< 0.1%
1.1	26	0.1%
1.15	3	< 0.1%
1.166666667	1	< 0.1%

Value	Count	Frequency (%)
8.2	1	< 0.1%
8.042857143	1	< 0.1%
7.266666667	1	< 0.1%
6.8	1	< 0.1%
6.675	1	< 0.1%
6.5	1	< 0.1%
6.35	1	< 0.1%
6.2	2	< 0.1%
6.033333333	1	< 0.1%
5.34	1	< 0.1%

Phosphate
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	1475
Distinct (%)	5.2%
Missing	12015
Missing (%)	29.8%
Infinite	0
Infinite (%)	0.0%
Mean	3.542320088

Minimum	0.45
Maximum	14.46666667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0.45
5-th percentile	2.05
Q1	2.8
median	3.35
Q3	4
95-th percentile	5.8
Maximum	14.46666667
Range	14.01666667
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	1.213184876
Coefficient of variation (CV)	0.3424831314
Kurtosis	6.257406453
Mean	3.542320088
Median Absolute Deviation (MAD)	0.6166666667
Skewness	1.76511785
Sum	100322.0472
Variance	1.471817544
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.5	793	2.0%
3	786	1.9%
3.4	748	1.9%
3.2	748	1.9%
3.1	740	1.8%
3.3	738	1.8%
2.9	676	1.7%
2.8	657	1.6%
3.6	641	1.6%
3.7	626	1.6%
Other values (1465)	21168	52.5%
(Missing)	12015	29.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.45	1	< 0.1%
0.6	3	< 0.1%
0.65	1	< 0.1%
0.7	2	< 0.1%
0.8	9	< 0.1%
0.85	2	< 0.1%
0.88	1	< 0.1%
0.9	4	< 0.1%
0.9142857143	1	< 0.1%
0.95	2	< 0.1%

Value	Count	Frequency (%)
14.46666667	1	< 0.1%
14.45	1	< 0.1%
13.375	1	< 0.1%
13.3	1	< 0.1%
13.21666667	1	< 0.1%
13	1	< 0.1%
12.9	1	< 0.1%
12.4	1	< 0.1%
12.1	1	< 0.1%
12	6	< 0.1%

Potassium
Real number (ℝ_≥0)

MISSING

Distinct	2776
Distinct (%)	7.2%
Missing	1867
Missing (%)	4.6%
Infinite	0
Infinite (%)	0.0%
Mean	4.096041493

Minimum	1.825
Maximum	9.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	1.825
5-th percentile	3.4
Q1	3.8
median	4.042857143
Q3	4.35
95-th percentile	4.972071429
Maximum	9.8
Range	7.975
Interquartile range (IQR)	0.55

Descriptive statistics

Standard deviation	0.4948412672
Coefficient of variation (CV)	0.1208096324
Kurtosis	4.850219873
Mean	4.096041493
Median Absolute Deviation (MAD)	0.2761904762
Skewness	1.125918109
Sum	157570.6202
Variance	0.2448678797
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	1805	4.5%
3.9	1580	3.9%
4.1	1381	3.4%
3.8	1323	3.3%
4.2	1176	2.9%
3.7	1086	2.7%
4.3	1007	2.5%
3.6	930	2.3%
4.4	786	1.9%
3.5	749	1.9%
Other values (2766)	26646	66.1%
(Missing)	1867	4.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.825	1	< 0.1%
2.2	1	< 0.1%
2.3	3	< 0.1%
2.325	1	< 0.1%
2.4	1	< 0.1%
2.48	1	< 0.1%
2.5	3	< 0.1%
2.533333333	1	< 0.1%
2.55	3	< 0.1%
2.566666667	1	< 0.1%

Value	Count	Frequency (%)
9.8	1	< 0.1%
9.4	2	< 0.1%
9.2	2	< 0.1%
9	1	< 0.1%
8.475	1	< 0.1%
8.46	1	< 0.1%
8.2	1	< 0.1%
7.9	1	< 0.1%
7.8	1	< 0.1%
7.6	3	< 0.1%

Bilirubin_total
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	930
Distinct (%)	6.5%
Missing	26088
Missing (%)	64.7%
Infinite	0
Infinite (%)	0.0%
Mean	1.459475069

Minimum	0.1
Maximum	49.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.3
Q1	0.5
median	0.75
Q3	1.26
95-th percentile	4.3
Maximum	49.2
Range	49.1
Interquartile range (IQR)	0.76

Descriptive statistics

Standard deviation	3.037348766
Coefficient of variation (CV)	2.081124118
Kurtosis	72.11863279
Mean	1.459475069
Median Absolute Deviation (MAD)	0.35
Skewness	7.5132317
Sum	20794.60079
Variance	9.225487529
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	1221	3.0%
0.4	1130	2.8%
0.6	1129	2.8%
0.7	1040	2.6%
0.3	855	2.1%
0.8	847	2.1%
0.9	694	1.7%
1	554	1.4%
0.2	458	1.1%
1.1	403	1.0%
Other values (920)	5917	14.7%
(Missing)	26088	64.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	89	0.2%
0.125	1	< 0.1%
0.1333333333	5	< 0.1%
0.15	1	< 0.1%
0.15	13	< 0.1%
0.1666666667	2	< 0.1%
0.2	2	< 0.1%
0.2	458	1.1%
0.2	2	< 0.1%
0.22	1	< 0.1%

Value	Count	Frequency (%)
49.2	1	< 0.1%
45.9	1	< 0.1%
45.75	1	< 0.1%
45.43333333	1	< 0.1%
44.96666667	1	< 0.1%
44.1	1	< 0.1%
43.2	1	< 0.1%
42.35	1	< 0.1%
41.6	1	< 0.1%
40.75	1	< 0.1%

TroponinI
Real number (ℝ_≥0)

MISSING

Distinct	2155
Distinct (%)	30.6%
Missing	33283
Missing (%)	82.5%
Infinite	0
Infinite (%)	0.0%
Mean	5.374386393

Minimum	0.01
Maximum	409.6833333
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.01
Q1	0.03
median	0.1
Q3	1.255
95-th percentile	32.168
Maximum	409.6833333
Range	409.6733333
Interquartile range (IQR)	1.225

Descriptive statistics

Standard deviation	18.68188074
Coefficient of variation (CV)	3.476095572
Kurtosis	78.41196216
Mean	5.374386393
Median Absolute Deviation (MAD)	0.09
Skewness	7.270528377
Sum	37905.54723
Variance	349.0126681
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01	1209	3.0%
0.03	775	1.9%
0.02	275	0.7%
0.04	237	0.6%
0.05	135	0.3%
0.06	113	0.3%
0.07	113	0.3%
0.08	78	0.2%
0.09	74	0.2%
0.1	56	0.1%
Other values (2145)	3988	9.9%
(Missing)	33283	82.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	1209	3.0%
0.01142857143	1	< 0.1%
0.012	4	< 0.1%
0.0125	1	< 0.1%
0.01333333333	15	< 0.1%
0.014	2	< 0.1%
0.015	54	0.1%
0.01666666667	9	< 0.1%
0.01714285714	1	< 0.1%
0.0175	1	< 0.1%

Value	Count	Frequency (%)
409.6833333	1	< 0.1%
298.83	1	< 0.1%
219.285	1	< 0.1%
200	5	< 0.1%
187.8533333	1	< 0.1%
187.8525	1	< 0.1%
183.5	1	< 0.1%
181.6633333	1	< 0.1%
180.08	1	< 0.1%
177.6325	1	< 0.1%

Hct
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	6029
Distinct (%)	15.9%
Missing	2317
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	32.04411709

Minimum	9.3
Maximum	68.04
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	9.3
5-th percentile	24.075
Q1	28.1
median	31.45
Q3	35.6
95-th percentile	41.7
Maximum	68.04
Range	58.74
Interquartile range (IQR)	7.5

Descriptive statistics

Standard deviation	5.43319845
Coefficient of variation (CV)	0.1695536948
Kurtosis	0.2852737323
Mean	32.04411709
Median Absolute Deviation (MAD)	3.661111111
Skewness	0.482891185
Sum	1218285.288
Variance	29.5196454
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33.5	154	0.4%
35	141	0.3%
34	138	0.3%
34.6	128	0.3%
31.5	128	0.3%
32.1	127	0.3%
32.5	127	0.3%
29.5	127	0.3%
33.4	127	0.3%
31	126	0.3%
Other values (6019)	36696	91.0%
(Missing)	2317	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.3	1	< 0.1%
10.25	1	< 0.1%
11.86	1	< 0.1%
12.6	1	< 0.1%
13.3	1	< 0.1%
13.55	1	< 0.1%
14.6	1	< 0.1%
14.83333333	1	< 0.1%
15.5	1	< 0.1%
16	1	< 0.1%

Value	Count	Frequency (%)
68.04	1	< 0.1%
65	1	< 0.1%
64.2	1	< 0.1%
64.1	1	< 0.1%
62.45	1	< 0.1%
61.7	1	< 0.1%
61.05	1	< 0.1%
59.85	1	< 0.1%
59.8	1	< 0.1%
58.15	1	< 0.1%

Hgb
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	3027
Distinct (%)	8.0%
Missing	2448
Missing (%)	6.1%
Infinite	0
Infinite (%)	0.0%
Mean	10.71736803

Minimum	2.6
Maximum	26.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	2.6
5-th percentile	7.875
Q1	9.35
median	10.55
Q3	11.93333333
95-th percentile	14.1
Maximum	26.6
Range	24
Interquartile range (IQR)	2.583333333

Descriptive statistics

Standard deviation	1.897156337
Coefficient of variation (CV)	0.1770170001
Kurtosis	0.5869283979
Mean	10.71736803
Median Absolute Deviation (MAD)	1.261882353
Skewness	0.5049037064
Sum	406059.6398
Variance	3.599202167
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.5	436	1.1%
10	384	1.0%
10.6	377	0.9%
11.3	372	0.9%
11	370	0.9%
9.5	367	0.9%
10.9	364	0.9%
11.2	359	0.9%
9.9	348	0.9%
10.8	348	0.9%
Other values (3017)	34163	84.7%
(Missing)	2448	6.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.6	1	< 0.1%
3.325	1	< 0.1%
4	1	< 0.1%
4.175	1	< 0.1%
4.3	1	< 0.1%
4.5	1	< 0.1%
4.8	1	< 0.1%
4.9	1	< 0.1%
5	1	< 0.1%
5.1	1	< 0.1%

Value	Count	Frequency (%)
26.6	1	< 0.1%
24.8	2	< 0.1%
23.8	1	< 0.1%
23.5	1	< 0.1%
22.5	1	< 0.1%
21.6	1	< 0.1%
21.2	1	< 0.1%
21	1	< 0.1%
20.96	1	< 0.1%
20.6	1	< 0.1%

PTT
Real number (ℝ_≥0)

MISSING

Distinct	4477
Distinct (%)	22.1%
Missing	20098
Missing (%)	49.8%
Infinite	0
Infinite (%)	0.0%
Mean	37.20801695

Minimum	17.1
Maximum	250
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	17.1
5-th percentile	23.25
Q1	27.3
median	31.3
Q3	38.5
95-th percentile	74.37166667
Maximum	250
Range	232.9
Interquartile range (IQR)	11.2

Descriptive statistics

Standard deviation	19.44373352
Coefficient of variation (CV)	0.5225683901
Kurtosis	25.1282612
Mean	37.20801695
Median Absolute Deviation (MAD)	4.9
Skewness	3.998991833
Sum	753015.8471
Variance	378.0587731
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28	115	0.3%
28.6	108	0.3%
29.5	106	0.3%
28.9	104	0.3%
27.6	104	0.3%
28.1	103	0.3%
26.5	101	0.3%
29.3	100	0.2%
27.7	100	0.2%
28.7	99	0.2%
Other values (4467)	19198	47.6%
(Missing)	20098	49.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17.1	1	< 0.1%
17.2	1	< 0.1%
17.3	1	< 0.1%
17.65	1	< 0.1%
18.1	1	< 0.1%
18.25	1	< 0.1%
18.4	2	< 0.1%
18.45	1	< 0.1%
18.5	2	< 0.1%
18.6	2	< 0.1%

Value	Count	Frequency (%)
250	3	< 0.1%
249.9	4	< 0.1%
249	12	< 0.1%
237.5	1	< 0.1%
234.35	1	< 0.1%
212.7166667	1	< 0.1%
212.3	1	< 0.1%
206	1	< 0.1%
204.9	1	< 0.1%
203.4125	1	< 0.1%

WBC
Real number (ℝ_≥0)

MISSING

Distinct	4042
Distinct (%)	10.7%
Missing	2625
Missing (%)	6.5%
Infinite	0
Infinite (%)	0.0%
Mean	11.07072318

Minimum	0.1
Maximum	328.3666667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0.1
5-th percentile	4.666666667
Q1	7.6
median	10.2
Q3	13.3
95-th percentile	19.7
Maximum	328.3666667
Range	328.2666667
Interquartile range (IQR)	5.7

Descriptive statistics

Standard deviation	6.586209404
Coefficient of variation (CV)	0.5949213339
Kurtosis	380.6221748
Mean	11.07072318
Median Absolute Deviation (MAD)	2.8
Skewness	12.12990773
Sum	417488.042
Variance	43.37815431
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	220	0.5%
8.6	216	0.5%
8	215	0.5%
9.5	210	0.5%
9.4	210	0.5%
8.8	208	0.5%
7.5	208	0.5%
8.4	206	0.5%
7.4	206	0.5%
9.1	205	0.5%
Other values (4032)	35607	88.3%
(Missing)	2625	6.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	10	< 0.1%
0.1	5	< 0.1%
0.15	1	< 0.1%
0.15	1	< 0.1%
0.1666666667	2	< 0.1%
0.2	10	< 0.1%
0.2	1	< 0.1%
0.2333333333	1	< 0.1%
0.25	1	< 0.1%
0.3	5	< 0.1%

Value	Count	Frequency (%)
328.3666667	1	< 0.1%
305.75	1	< 0.1%
203.1666667	1	< 0.1%
200.8	1	< 0.1%
186.125	1	< 0.1%
168.6	1	< 0.1%
168.12	1	< 0.1%
163.56	1	< 0.1%
152.9	1	< 0.1%
151.7666667	1	< 0.1%

Fibrinogen
Real number (ℝ_≥0)

MISSING

Distinct	1570
Distinct (%)	34.8%
Missing	35821
Missing (%)	88.8%
Infinite	0
Infinite (%)	0.0%
Mean	304.3572747

Minimum	35
Maximum	1383
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	35
5-th percentile	130
Q1	197.5833333
median	262
Q3	368.5
95-th percentile	634.3
Maximum	1383
Range	1348
Interquartile range (IQR)	170.9166667

Descriptive statistics

Standard deviation	157.4224107
Coefficient of variation (CV)	0.5172290061
Kurtosis	3.151959471
Mean	304.3572747
Median Absolute Deviation (MAD)	79
Skewness	1.547339765
Sum	1374173.095
Variance	24781.8154
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
217	30	0.1%
214	23	0.1%
203	21	0.1%
215	20	< 0.1%
248	19	< 0.1%
223	18	< 0.1%
208	18	< 0.1%
202	18	< 0.1%
151	17	< 0.1%
200	17	< 0.1%
Other values (1560)	4314	10.7%
(Missing)	35821	88.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
35	1	< 0.1%
52.5	1	< 0.1%
55.5	1	< 0.1%
56.5	1	< 0.1%
58	1	< 0.1%
59.5	1	< 0.1%
61	1	< 0.1%
63	1	< 0.1%
64	1	< 0.1%
64.91666667	1	< 0.1%

Value	Count	Frequency (%)
1383	1	< 0.1%
1246	1	< 0.1%
1211	1	< 0.1%
1161	1	< 0.1%
1030	1	< 0.1%
1000	7	< 0.1%
976	1	< 0.1%
960	1	< 0.1%
956	1	< 0.1%
954	1	< 0.1%

Platelets
Real number (ℝ_≥0)

MISSING

Distinct	4368
Distinct (%)	11.6%
Missing	2577
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	206.7748975

Minimum	4
Maximum	2322
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	4
5-th percentile	82
Q1	142
median	191.25
Q3	252
95-th percentile	381
Maximum	2322
Range	2318
Interquartile range (IQR)	110

Descriptive statistics

Standard deviation	99.66729669
Coefficient of variation (CV)	0.4820086861
Kurtosis	13.87021048
Mean	206.7748975
Median Absolute Deviation (MAD)	54.25
Skewness	2.040096468
Sum	7807613.356
Variance	9933.57003
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
167	135	0.3%
186	132	0.3%
184	131	0.3%
158	130	0.3%
182	127	0.3%
165	126	0.3%
163	125	0.3%
151	122	0.3%
173	122	0.3%
180	121	0.3%
Other values (4358)	36488	90.5%
(Missing)	2577	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	2	< 0.1%
4.5	2	< 0.1%
5	3	< 0.1%
7	2	< 0.1%
8	1	< 0.1%
9.333333333	1	< 0.1%
9.5	1	< 0.1%
9.727272727	1	< 0.1%
10	1	< 0.1%
10.2	1	< 0.1%

Value	Count	Frequency (%)
2322	1	< 0.1%
1687.5	1	< 0.1%
1544	1	< 0.1%
1343	1	< 0.1%
1300.5	1	< 0.1%
1187.75	1	< 0.1%
1113.75	1	< 0.1%
1101.333333	1	< 0.1%
1096.5	1	< 0.1%
1067.5	1	< 0.1%

Age
Real number (ℝ_≥0)

Distinct	7296
Distinct (%)	18.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	61.64342324

Minimum	14
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	14
5-th percentile	30
Q1	51
median	63.11
Q3	74
95-th percentile	85
Maximum	100
Range	86
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	16.48294561
Coefficient of variation (CV)	0.2673917954
Kurtosis	-0.2334728394
Mean	61.64342324
Median Absolute Deviation (MAD)	11.27
Skewness	-0.4250999292
Sum	2486449.12
Variance	271.6874961
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
67	581	1.4%
68	545	1.4%
66	521	1.3%
65	512	1.3%
61	502	1.2%
69	498	1.2%
71	490	1.2%
62	480	1.2%
70	478	1.2%
63	473	1.2%
Other values (7286)	35256	87.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14	2	< 0.1%
15	2	< 0.1%
16	5	< 0.1%
17	13	< 0.1%
18	32	0.1%
18.11	3	< 0.1%
18.13	1	< 0.1%
18.14	2	< 0.1%
18.15	1	< 0.1%
18.18	1	< 0.1%

Value	Count	Frequency (%)
100	392	1.0%
89	112	0.3%
88.99	1	< 0.1%
88.98	2	< 0.1%
88.97	4	< 0.1%
88.96	1	< 0.1%
88.95	1	< 0.1%
88.95	3	< 0.1%
88.94	2	< 0.1%
88.93	1	< 0.1%

Gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	315.2 KiB

1.0	22566
0.0	17770

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	121008
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	22566	55.9%
0.0	17770	44.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1.0	22566	55.9%
0.0	17770	44.1%

Most occurring characters

Value	Count	Frequency (%)
0	58106	48.0%
.	40336	33.3%
1	22566	18.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	80672	66.7%
Other Punctuation	40336	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	58106	72.0%
1	22566	28.0%

Other Punctuation

Value	Count	Frequency (%)
.	40336	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	121008	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	58106	48.0%
.	40336	33.3%
1	22566	18.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	121008	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	58106	48.0%
.	40336	33.3%
1	22566	18.6%

Unit1
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	15617
Missing (%)	38.7%
Memory size	315.2 KiB

0.0	12452
1.0	12267

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	74157
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	12452	30.9%
1.0	12267	30.4%
(Missing)	15617	38.7%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	12452	50.4%
1.0	12267	49.6%

Most occurring characters

Value	Count	Frequency (%)
0	37171	50.1%
.	24719	33.3%
1	12267	16.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49438	66.7%
Other Punctuation	24719	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	37171	75.2%
1	12267	24.8%

Other Punctuation

Value	Count	Frequency (%)
.	24719	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	74157	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	37171	50.1%
.	24719	33.3%
1	12267	16.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	74157	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	37171	50.1%
.	24719	33.3%
1	12267	16.5%

Unit2
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	15617
Missing (%)	38.7%
Memory size	315.2 KiB

1.0	12452
0.0	12267

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	74157
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	1.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	12452	30.9%
0.0	12267	30.4%
(Missing)	15617	38.7%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1.0	12452	50.4%
0.0	12267	49.6%

Most occurring characters

Value	Count	Frequency (%)
0	36986	49.9%
.	24719	33.3%
1	12452	16.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49438	66.7%
Other Punctuation	24719	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	36986	74.8%
1	12452	25.2%

Other Punctuation

Value	Count	Frequency (%)
.	24719	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	74157	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	36986	49.9%
.	24719	33.3%
1	12452	16.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	74157	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	36986	49.9%
.	24719	33.3%
1	12452	16.8%

HospAdmTime
Real number (ℝ)

ZEROS

Distinct	13626
Distinct (%)	33.8%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	-51.84894508

Minimum	-5366.86
Maximum	23.99
Zeros	1313
Zeros (%)	3.3%
Negative	38767
Negative (%)	96.1%
Memory size	315.2 KiB

Quantile statistics

Minimum	-5366.86
5-th percentile	-240.942
Q1	-43.685
median	-6.05
Q3	-0.04
95-th percentile	-0.01
Maximum	23.99
Range	5390.85
Interquartile range (IQR)	43.645

Descriptive statistics

Standard deviation	139.766452
Coefficient of variation (CV)	-2.695646975
Kurtosis	175.3735088
Mean	-51.84894508
Median Absolute Deviation (MAD)	6.03
Skewness	-9.578944604
Sum	-2091327.2
Variance	19534.6611
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.02	3799	9.4%
-0.03	1769	4.4%
0	1313	3.3%
-0.01	1235	3.1%
-0.04	756	1.9%
-0.03	365	0.9%
-0.05	360	0.9%
-0.03	353	0.9%
-0.07	176	0.4%
-0.06	169	0.4%
Other values (13616)	30040	74.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5366.86	1	< 0.1%
-3710.66	1	< 0.1%
-3397.64	1	< 0.1%
-3342.34	1	< 0.1%
-3322.9	1	< 0.1%
-3269.1	1	< 0.1%
-3212.56	1	< 0.1%
-3189.39	1	< 0.1%
-3141.55	1	< 0.1%
-3112.12	1	< 0.1%

Value	Count	Frequency (%)
23.99	1	< 0.1%
22.04	1	< 0.1%
20.04	1	< 0.1%
17.34	1	< 0.1%
16.02	1	< 0.1%
14.65	1	< 0.1%
14.21	1	< 0.1%
14	1	< 0.1%
11.94	1	< 0.1%
10.99	1	< 0.1%

ICULOS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	276
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.26911444

Minimum	4.5
Maximum	320
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	4.5
5-th percentile	8
Q1	13
median	20
Q3	24.5
95-th percentile	30
Maximum	320
Range	315.5
Interquartile range (IQR)	11.5

Descriptive statistics

Standard deviation	11.69589542
Coefficient of variation (CV)	0.57703041
Kurtosis	64.42858314
Mean	20.26911444
Median Absolute Deviation (MAD)	5.5
Skewness	5.556797402
Sum	817575
Variance	136.7939696
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	1273	3.2%
20.5	1248	3.1%
21	1241	3.1%
19.5	1233	3.1%
22	1227	3.0%
21.5	1220	3.0%
22.5	1149	2.8%
18.5	1148	2.8%
23	1120	2.8%
19	1113	2.8%
Other values (266)	28364	70.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.5	281	0.7%
5	189	0.5%
5.5	189	0.5%
6	192	0.5%
6.5	236	0.6%
7	286	0.7%
7.5	351	0.9%
8	451	1.1%
8.5	531	1.3%
9	636	1.6%

Value	Count	Frequency (%)
320	1	< 0.1%
309	1	< 0.1%
286	1	< 0.1%
170	1	< 0.1%
169.5	1	< 0.1%
169	2	< 0.1%
168.5	10	< 0.1%
168	1	< 0.1%
167.5	1	< 0.1%
165.5	1	< 0.1%

SepsisLabel
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	429
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02878767297

Minimum	0
Maximum	1
Zeros	37404
Zeros (%)	92.7%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.1428571429
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.136403171
Coefficient of variation (CV)	4.738249289
Kurtosis	33.74885238
Mean	0.02878767297
Median Absolute Deviation (MAD)	0
Skewness	5.704719793
Sum	1161.179577
Variance	0.01860582506
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	37404	92.7%
1	426	1.1%
0.9090909091	56	0.1%
0.8333333333	52	0.1%
0.6666666667	46	0.1%
0.5882352941	39	0.1%
0.4761904762	39	0.1%
0.7142857143	37	0.1%
0.625	36	0.1%
0.5555555556	36	0.1%
Other values (419)	2165	5.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	37404	92.7%
0.005988023952	1	< 0.1%
0.006329113924	1	< 0.1%
0.01162790698	1	< 0.1%
0.01379310345	1	< 0.1%
0.01785714286	2	< 0.1%
0.0221402214	1	< 0.1%
0.02222222222	1	< 0.1%
0.02686567164	1	< 0.1%
0.02727272727	1	< 0.1%

Value	Count	Frequency (%)
1	426	1.1%
0.9090909091	56	0.1%
0.9	20	< 0.1%
0.8333333333	52	0.1%
0.8181818182	15	< 0.1%
0.7692307692	31	0.1%
0.75	15	< 0.1%
0.7142857143	37	0.1%
0.6923076923	16	< 0.1%
0.6666666667	46	0.1%

Sepsis
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	315.2 KiB

0.0	37404
1.0	2932

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	121008
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	37404	92.7%
1.0	2932	7.3%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	37404	92.7%
1.0	2932	7.3%

Most occurring characters

Value	Count	Frequency (%)
0	77740	64.2%
.	40336	33.3%
1	2932	2.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	80672	66.7%
Other Punctuation	40336	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	77740	96.4%
1	2932	3.6%

Other Punctuation

Value	Count	Frequency (%)
.	40336	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	121008	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	77740	64.2%
.	40336	33.3%
1	2932	2.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	121008	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	77740	64.2%
.	40336	33.3%
1	2932	2.4%

Hours
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	273
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.48200119

Minimum	8
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	8
5-th percentile	14
Q1	24
median	38
Q3	47
95-th percentile	58
Maximum	336
Range	328
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	22.79592332
Coefficient of variation (CV)	0.5923788425
Kurtosis	42.42147962
Mean	38.48200119
Median Absolute Deviation (MAD)	11
Skewness	4.840449261
Sum	1552210
Variance	519.6541201
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36	1364	3.4%
39	1362	3.4%
38	1323	3.3%
40	1285	3.2%
41	1271	3.2%
37	1223	3.0%
43	1210	3.0%
42	1193	3.0%
44	1143	2.8%
45	1089	2.7%
Other values (263)	27873	69.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	328	0.8%
9	236	0.6%
10	221	0.5%
11	234	0.6%
12	285	0.7%
13	350	0.9%
14	412	1.0%
15	536	1.3%
16	601	1.5%
17	721	1.8%

Value	Count	Frequency (%)
336	10	< 0.1%
335	3	< 0.1%
334	2	< 0.1%
333	1	< 0.1%
330	1	< 0.1%
328	1	< 0.1%
327	1	< 0.1%
326	1	< 0.1%
320	1	< 0.1%
318	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	PatientID	HR	O2Sat	Temp	SBP	MAP	DBP	Resp	EtCO2	BaseExcess	HCO3	FiO2	pH	PaCO2	SaO2	AST	BUN	Alkalinephos	Calcium	Chloride	Creatinine	Bilirubin_direct	Glucose	Lactate	Magnesium	Phosphate	Potassium	Bilirubin_total	TroponinI	Hct	Hgb	PTT	WBC	Fibrinogen	Platelets	Age	Gender	Unit1	Unit2	HospAdmTime	ICULOS	SepsisLabel	Sepsis	Hours
0	1	101.571429	91.477273	36.778000	126.809524	87.261905	NaN	24.820000	NaN	20.714286	46.500000	0.282500	7.347143	95.333333	86.500000	16.000000	18.000000	98.0	9.450000	85.000000	0.700000	NaN	163.000000	NaN	2.100000	3.500000	4.200000	0.300000	NaN	36.700000	12.350000	NaN	10.200000	NaN	327.500000	83.14	0.0	NaN	NaN	-0.03	27.5	0.00000	0.0	54.0
1	2	60.954545	97.000000	36.165000	136.600000	66.704545	44.066667	14.236842	NaN	NaN	22.000000	NaN	NaN	NaN	NaN	NaN	100.000000	NaN	7.900000	113.000000	2.500000	NaN	78.000000	NaN	2.500000	4.400000	5.100000	NaN	NaN	27.800000	9.700000	NaN	11.000000	NaN	158.000000	75.91	0.0	0.0	1.0	-98.60	12.0	0.00000	0.0	23.0
2	3	79.611111	95.431818	37.609375	140.033333	81.048000	54.392857	25.633333	NaN	6.500000	30.666667	0.642857	7.496667	39.500000	NaN	NaN	28.666667	NaN	11.000000	99.000000	0.866667	NaN	98.000000	NaN	2.433333	2.533333	3.775000	NaN	NaN	28.650000	9.633333	30.000000	9.000000	NaN	479.666667	45.82	0.0	1.0	0.0	-1195.71	24.5	0.00000	0.0	48.0
3	4	102.444444	98.203704	36.455000	113.019231	67.147308	51.428571	18.884615	NaN	0.000000	22.000000	NaN	7.390000	43.000000	97.833333	NaN	16.500000	NaN	8.200000	106.500000	0.800000	NaN	135.333333	NaN	2.050000	3.800000	4.433333	NaN	NaN	25.800000	8.300000	21.800000	7.600000	NaN	182.000000	65.71	0.0	0.0	1.0	-8.77	15.0	0.00000	0.0	29.0
4	5	73.916667	97.500000	36.992222	132.770833	87.088235	NaN	16.500000	NaN	NaN	25.666667	NaN	NaN	NaN	NaN	20.666667	7.333333	69.0	8.166667	105.333333	0.633333	NaN	123.000000	NaN	2.200000	2.866667	3.566667	0.566667	NaN	42.133333	14.700000	29.000000	6.933333	NaN	279.000000	28.09	1.0	1.0	0.0	-0.05	25.5	0.00000	0.0	48.0
5	6	100.000000	98.437500	36.600000	125.933333	88.110667	NaN	26.583333	NaN	0.000000	29.000000	0.400000	7.340000	47.000000	NaN	NaN	9.000000	NaN	NaN	111.000000	0.700000	NaN	144.666667	1.400000	NaN	NaN	3.800000	NaN	NaN	36.900000	12.200000	NaN	12.000000	NaN	298.000000	52.01	1.0	1.0	0.0	-0.03	11.0	0.00000	0.0	17.0
6	7	120.363636	95.409091	37.842143	110.130682	74.125000	59.627907	20.909091	NaN	-9.000000	16.166667	0.446154	7.330000	27.800000	NaN	452.000000	63.166667	88.0	7.250000	116.666667	3.766667	NaN	181.166667	2.200000	1.750000	1.966667	3.400000	1.400000	NaN	41.933333	15.440000	26.240000	8.900000	NaN	45.333333	64.24	1.0	1.0	0.0	-0.05	23.0	0.00000	0.0	45.0
7	8	76.342105	97.805556	36.294545	109.835526	66.000000	47.618421	16.592105	NaN	-8.428571	15.545455	NaN	7.346429	28.250000	NaN	NaN	29.181818	NaN	7.900000	106.545455	1.183333	NaN	105.571429	1.520000	1.957143	3.375000	4.741667	NaN	NaN	27.933333	9.633333	NaN	9.933333	NaN	258.333333	87.08	1.0	NaN	NaN	-2.23	20.5	0.00000	0.0	40.0
8	9	112.647059	97.930672	37.618125	120.014706	81.674370	66.080000	24.194328	NaN	1.404255	27.476190	0.489091	7.367021	47.382979	90.958333	NaN	18.526316	NaN	7.882353	107.263158	0.973684	NaN	120.013889	2.245833	2.044444	3.200000	3.744286	NaN	NaN	28.793939	9.868519	32.053571	10.582353	341.75	263.473684	27.92	1.0	NaN	NaN	-0.03	129.5	0.03876	1.0	258.0
9	10	77.043478	95.826087	36.880952	113.956522	73.608696	55.173913	18.652174	NaN	-0.750000	24.000000	0.514286	7.387500	38.750000	97.333333	NaN	17.500000	NaN	NaN	106.666667	1.000000	NaN	105.000000	1.100000	2.100000	NaN	3.833333	NaN	NaN	30.866667	10.200000	29.900000	9.300000	NaN	111.000000	76.71	0.0	0.0	1.0	-2.36	14.0	0.00000	0.0	23.0

Last rows

	PatientID	HR	O2Sat	Temp	SBP	MAP	DBP	Resp	EtCO2	BaseExcess	HCO3	FiO2	pH	PaCO2	SaO2	AST	BUN	Alkalinephos	Calcium	Chloride	Creatinine	Bilirubin_direct	Glucose	Lactate	Magnesium	Phosphate	Potassium	Bilirubin_total	TroponinI	Hct	Hgb	PTT	WBC	Fibrinogen	Platelets	Age	Gender	Unit1	Unit2	HospAdmTime	ICULOS	Hours
40326	119991	76.086957	97.068182	36.856522	134.869565	84.434783	53.086957	17.868421	35.333333	NaN	NaN	NaN	NaN	NaN	NaN	NaN	14.0	NaN	7.50	NaN	0.790000	NaN	117.636364	NaN	1.600000	NaN	4.10000	NaN	NaN	26.300000	8.400000	NaN	6.400000	NaN	96.000000	81.0	0.0	0.0	1.0	-66.13	13.0	25.0
40327	119992	92.112500	95.225000	36.800000	148.875000	102.037500	75.050000	20.897436	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	37.0	NaN	9.20	NaN	9.930000	NaN	110.333333	NaN	1.800000	6.6	4.50000	NaN	0.41	30.200000	9.500000	NaN	2.800000	NaN	198.000000	45.0	1.0	1.0	0.0	-4.55	21.0	41.0
40328	119993	82.357143	94.857143	36.533333	131.583333	94.333333	75.500000	18.750000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	15.0	NaN	8.30	NaN	1.010000	NaN	132.000000	NaN	2.000000	2.6	4.10000	NaN	0.01	42.000000	14.900000	NaN	12.300000	NaN	175.000000	65.0	1.0	NaN	NaN	-3.53	11.0	21.0
40329	119994	74.109756	96.963415	37.402439	123.634146	77.146341	57.670732	18.200000	29.444444	NaN	NaN	0.42	7.313333	34.5	98.166667	NaN	15.0	NaN	3.73	NaN	1.073333	NaN	129.791667	5.778333	2.033333	3.6	4.15625	NaN	NaN	30.300000	10.250000	NaN	9.300000	NaN	66.500000	71.0	1.0	0.0	1.0	-29.57	21.5	42.0
40330	119995	62.268293	94.926829	36.020000	147.804878	106.048780	78.073171	19.231707	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	9.0	NaN	8.80	NaN	0.810000	NaN	106.571429	NaN	2.000000	3.0	3.50000	NaN	NaN	39.200000	13.100000	NaN	7.000000	289.0	154.000000	76.0	1.0	0.0	1.0	-14.90	21.5	42.0
40331	119996	89.456522	98.086957	36.400000	131.366667	84.602273	71.922222	19.176471	NaN	NaN	NaN	NaN	NaN	NaN	NaN	849.0	6.0	259.0	8.75	NaN	0.495000	NaN	147.500000	NaN	1.950000	NaN	3.65000	3.3	0.01	42.700000	13.800000	NaN	12.600000	NaN	238.000000	84.0	0.0	NaN	NaN	-6.69	24.5	48.0
40332	119997	61.062500	96.833333	36.800000	119.562500	90.937500	70.250000	20.384615	45.000000	NaN	NaN	NaN	NaN	NaN	NaN	24.0	5.5	116.0	13.80	NaN	0.770000	0.1	103.750000	NaN	3.150000	3.1	3.35000	0.7	1.09	46.700000	15.550000	38.2	10.400000	NaN	189.000000	30.0	1.0	NaN	NaN	-0.02	13.0	25.0
40333	119998	80.202381	96.255814	36.733333	157.526316	116.157895	88.644737	20.578947	NaN	NaN	NaN	NaN	NaN	NaN	NaN	9.0	55.0	68.0	8.05	NaN	7.685000	NaN	87.000000	NaN	1.900000	4.1	4.25000	0.2	NaN	27.966667	8.471429	NaN	12.266667	NaN	197.333333	60.0	0.0	1.0	0.0	-53.64	25.0	49.0
40334	119999	94.333333	92.722222	37.620000	141.722222	100.833333	74.416667	21.666667	NaN	NaN	NaN	NaN	NaN	NaN	NaN	33.5	28.5	49.5	8.45	NaN	1.010000	NaN	109.500000	NaN	NaN	NaN	3.40000	1.0	NaN	23.066667	7.733333	NaN	10.700000	NaN	263.500000	84.0	0.0	1.0	0.0	-10.74	10.5	20.0
40335	120000	82.727273	98.045455	36.714286	127.106061	92.030303	71.015152	17.000000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	18.0	10.0	75.0	9.10	NaN	0.535000	0.1	191.100000	NaN	2.200000	4.0	3.45000	0.9	NaN	37.350000	11.800000	29.1	6.100000	NaN	223.000000	62.0	0.0	NaN	NaN	0.00	18.0	35.0

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Missing values

Sample

First rows

Last rows